Upgrading Mwaa Environments
aws/agent-toolkit-for-aws
Upgrades an MWAA environment to a newer Airflow version — within 2.x, within 3.x, or across the 2.x-to-3.x boundary.
Applies targeted fix to known bug/lint error, verifies with same command that surfaced it.
$ npx skills add softspark/ai-toolkit --skill fix -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install softspark/ai-toolkit fix --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/softspark/ai-toolkit.git skills-src && mkdir -p .claude/skills && cp -r skills-src/app/skills/fix .claude/skills/fix && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "fix" agent skill from https://github.com/softspark/ai-toolkit/tree/main/app/skills/fix into .claude/skills/fix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fix", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/softspark/ai-toolkit/tree/main/app/skills/fixType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add softspark/ai-toolkit --skill fix -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install softspark/ai-toolkit fix --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/softspark/ai-toolkit.git skills-src && mkdir -p .agents/skills && cp -r skills-src/app/skills/fix .agents/skills/fix && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "fix" agent skill from https://github.com/softspark/ai-toolkit/tree/main/app/skills/fix into .agents/skills/fix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fix", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add softspark/ai-toolkit --skill fix -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install softspark/ai-toolkit fix --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/softspark/ai-toolkit.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/app/skills/fix .cursor/skills/fix && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "fix" agent skill from https://github.com/softspark/ai-toolkit/tree/main/app/skills/fix into .cursor/skills/fix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fix", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/softspark/ai-toolkit.git --path app/skills/fix--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add softspark/ai-toolkit --skill fix -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install softspark/ai-toolkit fix --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/softspark/ai-toolkit.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/app/skills/fix .gemini/skills/fix && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "fix" agent skill from https://github.com/softspark/ai-toolkit/tree/main/app/skills/fix into .gemini/skills/fix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fix", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install softspark/ai-toolkit fixInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add softspark/ai-toolkit --skill fix -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/softspark/ai-toolkit.git skills-src && mkdir -p .github/skills && cp -r skills-src/app/skills/fix .github/skills/fix && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "fix" agent skill from https://github.com/softspark/ai-toolkit/tree/main/app/skills/fix into .github/skills/fix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fix", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add softspark/ai-toolkit --skill fix -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install softspark/ai-toolkit fix --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/softspark/ai-toolkit.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/app/skills/fix .opencode/skills/fix && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "fix" agent skill from https://github.com/softspark/ai-toolkit/tree/main/app/skills/fix into .opencode/skills/fix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fix", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
fixApplies targeted fix to known bug/lint error, verifies with same command that surfaced it.
Fix is an agent skill from softspark/ai-toolkit. Applies targeted fix to known bug/lint error, verifies with same command that surfaced it. Triggers: fix, apply fix, fix bug, fix lint, targeted fix.
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/error-classifier.py`).
It sits in Development, covering Linting and formatting and Debugging. It works with Ruff. The repository describes itself as: Professional-grade AI coding toolkit: 94 skills, 44 agents, multi-platform (Claude, Cursor, Windsurf, Copilot, Gemini, Cline, Roo Code, Aider, Augment, Antigravity, Codex CLI… The licence is Apache-2.0.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit d64db2b. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
BashReadEditGrepFrom allowed-tools in the SKILL.md frontmatter.
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
npmruffpython3mypynpxeslintFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use npm and npx, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Fix loads about 1.1k tokens when it runs. Until then it costs about 38 tokens; SKILL.md has 497 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check noted patterns worth knowing about, such as sudo or a known installer.
allowed-tools: Bash, Read, Edit, GrepAutomated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
The full file from softspark/ai-toolkit at commit d64db2b, republished under its Apache-2.0 licence (© softspark). 497 words, ~1,115 tokens.
.claude/skills/fix/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.$ARGUMENTS
Attempts to fix code errors autonomously.
/fix <file_or_scope>
# Example: /fix src/utils.tsBefore entering the fix loop, classify errors to prioritize auto-fixable ones:
# Pipe lint or test output
ruff check . 2>&1 | python3 ${CLAUDE_SKILL_DIR}/scripts/error-classifier.py
mypy src/ 2>&1 | python3 ${CLAUDE_SKILL_DIR}/scripts/error-classifier.py
npx eslint . 2>&1 | python3 ${CLAUDE_SKILL_DIR}/scripts/error-classifier.pyThe script outputs JSON with:
Use this to run auto-fixers (e.g., ruff check --fix .) before spending time on manual fixes.
Analyze: Run validation to get the exact error message.
# Get error
npm test src/utils.ts 2>&1 | tee error.logDiagnose: Analyze error.log.
debugging-tactics skill.Patch: Apply a fix.
sed or write_file.Verify: Run validation again.
User: /fix app.py
Agent: Running tests... FAIL (NameError)
Agent: Fixing app.py (Import missing module)
Agent: Running tests... PASS
Agent: Fixed NameError in app.py/fix handles — escalate to /debug.ruff check --fix reorders imports and rewrites them. On files with circular imports or conditional-imports-under-TYPE_CHECKING, the "fix" can break things silently. Run --check first, inspect the diff, then apply.eslint --fix --cache skips already-cached files even if their content changed (cache invalidation by mtime). On first-run misses, clear the cache with --no-cache to force a complete pass.mypy --install-types auto-installs stub packages, adding dependencies to the environment the user did not request. Reserve it for explicit opt-in; in CI, pass --non-interactive to prevent surprise installs.npm test -- path/to/test in a workspace repo runs the root workspace's test runner, not the leaf package's. Use npm test --workspace=<name> or the per-package cd packages/foo && npm test form./debug first, then /fix with a clear target/refactor or /refactor-plan/tdd/workflow debugging (coordinated)© softspark, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file (scripts) in app/skills/fix of softspark/ai-toolkit.
Open the folder on GitHubat commit d64db2b
Fix next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Fix this skillsoftspark/ai-toolkit | 179 | — | ~1.1k | Automated safety check: Notes | Apache-2.0 | |
| Upgrading Mwaa Environmentsaws/agent-toolkit-for-aws | 2.8k | — | ~7.3k | Automated safety check: Pass | Apache-2.0 | |
| Kedro Babysitkedro-org/kedro | 11k | — | ~4k | Automated safety check: Pass | Custom licence | |
| Saleor Commit Workflowsaleor/saleor | 23k | — | ~575 | Automated safety check: Pass | BSD-3-Clause | |
| Mnemosyne Contextmnemosyne-oss/mnemosyne | 3.4k | — | ~2.6k | Automated safety check: Pass | MIT | |
| Experiment Iterative CoderEvoScientist/EvoSkills | 474 | 3 repos | ~2.5k | Automated safety check: Pass | Apache-2.0 |
aws/agent-toolkit-for-aws
Upgrades an MWAA environment to a newer Airflow version — within 2.x, within 3.x, or across the 2.x-to-3.x boundary.
kedro-org/kedro
Run Kedro's local lint / format / type-check / tests on changed files (uses the project's pre-commit hooks, ruff, mypy, pytest, lint-imports, detect-secrets, Make targets — in the right venv), or…
saleor/saleor
Commits changes in the Saleor codebase and works through pre-commit hook failures from ruff, mypy, the GraphQL schema check and the migrations check.
mnemosyne-oss/mnemosyne
Load this when working on the mnemosyne memory system — its repo, sync server, memory databases, or CI.
EvoScientist/EvoSkills
Iterative code refinement through plan → code → evaluate → refine cycles.
google/adk-python
Sets up a local ADK Python development environment in a git clone of the open-source adk-python repository: a uv virtual environment, all dependency extras, pre-commit hooks, and a first unit-test…
softspark/ai-toolkit
Prepare or verify a project QA environment with source identity, readiness, browser access, evidence paths and owned cleanup.
softspark/ai-toolkit
Accessibility validator: WCAG 2.1 AA, EN 301 549, EAA. An agent skill from softspark/ai-toolkit.
softspark/ai-toolkit
Analyzes code quality, complexity, patterns across codebase.
softspark/ai-toolkit
Drives a brief, specification, issue or existing PR through implementation, review, tests and QA to a ready PR.
softspark/ai-toolkit
Direct technical voice for docs, README, user-facing text. An agent skill from softspark/ai-toolkit.
softspark/ai-toolkit
Detect/generate/debug CI pipeline config (GitHub Actions, GitLab CI).
Works with
Categories
Applies targeted fix to known bug/lint error, verifies with same command that surfaced it. Fix is an agent skill from softspark/ai-toolkit. Applies targeted fix to known bug/lint error, verifies with same command that surfaced it.
Fix fits situations like: tasks that involve Linting and formatting; tasks that involve Debugging.
Run `npx skills add softspark/ai-toolkit --skill fix -a claude-code`. Or copy the skill folder (app/skills/fix in softspark/ai-toolkit) into .claude/skills/fix in your project. Claude Code loads it when a task matches its description.
Run `npx skills add softspark/ai-toolkit --skill fix -a codex`. Or copy the skill folder (app/skills/fix in softspark/ai-toolkit) into .agents/skills/fix in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add softspark/ai-toolkit --skill fix -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/fix, .gemini/skills/fix, .github/skills/fix and .opencode/skills/fix in your project.
Going by SKILL.md and its folder, Fix needs Python for the scripts in its folder and the command-line tools its instructions call (npm, ruff, python3, mypy, npx and eslint). Our summary lists: Python 3; Node.js. Its frontmatter pre-approves these tools: Bash, Read, Edit, Grep.
SKILL.md contains no URLs. Its commands use npm and npx, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Fix is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.1k tokens (SKILL.md is roughly 4.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Fix: Upgrading Mwaa Environments (aws/agent-toolkit-for-aws, 2.8k stars), Kedro Babysit (kedro-org/kedro, 11k stars), Saleor Commit Workflow (saleor/saleor, 23k stars) and Mnemosyne Context (mnemosyne-oss/mnemosyne, 3.4k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
softspark (a GitHub user) maintains it in softspark/ai-toolkit, which has 179 GitHub stars. The repository holds 112 skills in this directory. The repository was last updated on October 7, 2026.
Source: softspark/ai-toolkit on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.